Earlier quoted context omitted.
I agree that, in general, you're going to have biased training data (with a bias that's difficult to measure) and so inherently policing recommendations will be biased. This is particularly problematic when it comes to arrests for crimes that are inherently 'selective' in their enforcement. Eg; drug-related crimes, public intoxication, loitering, trespassing. But the fact is... violent (fatal and nonfatal) crimes do…
If we want to stop neighborhood gang violence in the long term, we need to work on why people join gangs, and what they are fighting over. We can't do that with police, who generally don't come into the situation until after it's too late and things have gone wrong. But if most of our money is going to the police, then what resources are available to do the longer-term work on gangs and neighborhoods? In software dev…
Put yourself in the shoes of an innocent PoC who's house just got robbed. Will not having cops available to your neighborhood to respond to the call make you feel more or less prejudiced against? Will they derive that much comfort in knowing that maybe, in one or two generations thing MIGHT be slightly less bad. And will the criminal elements, seeing the lowering in police response, not grow more bold and escalate?